Real-Time NBA Game Statistics App
Participants: Chase Pattee, Daymon Hansen
Project High Level Overview
Project Description
The primary purpose of this project is to develop the following hard and soft skills:
Hard Skills
- Apache Kafka
- Apache Airflow
- Docker
- dbt
- Snowflake
Soft Skills
- Stream Processing
- Batch Processing
- Containerization
- Data Modeling
- Cloud Data Warehouse Management
- Agile Project Management
Project Outline
Minimum Viable Product (MVP):
Produce a mobile application that enables users to see game plays in real-time and showcases the player on each team with the highest PIE score by each play.
Goal:
MVP plus an integrated probabilistic model that predicts the game winner and outputs an inference as new plays get ingested.
Stretch Goal: Become Certified in Kafka, dbt, and Snowflake by May 2025.